{"id":"W3138372311","doi":"10.1098/rstb.2020.0201","title":"Comparing prehistoric constructed languages: world-building and its role in understanding prehistoric languages","year":2021,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Prehistory; History; Linguistics; Theme (computing); Computer science; Anthropology; Archaeology; Sociology; Philosophy; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005521339,0.0001170858,0.0002258431,0.00003310941,0.00106532,0.00004609583,0.000316795,0.0001421838,0.0001850203],"category_scores_gemma":[0.0001942487,0.00007517344,0.0001799203,0.00114422,0.001020111,0.0001467584,0.0000445441,0.0002917749,0.000001148362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003553024,"about_ca_system_score_gemma":0.00009537726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008622175,"about_ca_topic_score_gemma":0.0007557539,"domain_scores_codex":[0.9984742,0.0003050953,0.0002349434,0.0003244158,0.0003476862,0.0003136315],"domain_scores_gemma":[0.9994109,0.0002668568,0.00009170798,0.00008867716,0.00005135361,0.00009052767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007635777,0.0007674,0.1327684,0.0001657673,0.0001911304,0.00002016177,0.04222177,0.003823261,0.0293637,0.7858985,0.0001564808,0.004547069],"study_design_scores_gemma":[0.0040668,0.0006800878,0.1438183,0.001268183,0.0004365013,0.00005057039,0.3569054,0.03346239,0.008997539,0.4426849,0.004658239,0.002971102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634709,0.008313617,0.001253909,0.006440527,0.0003000538,0.0003065958,0.00001247912,0.0001067745,0.01979509],"genre_scores_gemma":[0.9988506,0.0002151745,0.0004942215,0.0000925154,0.0001177565,0.000008590981,0.000001126499,0.00000308259,0.0002168938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3432136,"threshold_uncertainty_score":0.8193685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08172990316173966,"score_gpt":0.3119098909851292,"score_spread":0.2301799878233895,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}